In the retail landscape, click fraud poses a significant challenge for online advertisers. This deceptive practice involves illegitimate clicks on digital ads, often driven by automated bots or malicious actors. For retailers investing in pay-per-click (PPC) advertising, click fraud can skew campaign metrics, exhaust budgets, and hinder the effectiveness of online marketing efforts. To combat this threat, retailers employ sophisticated fraud detection tools and analytics, ensuring that their advertising investments yield genuine engagement and meaningful connections with potential customers. Navigating the digital space requires vigilance to maintain the integrity of advertising strategies and protect the resources invested in online campaigns.